Antenna Season Report Notebook

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))

# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder

# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "38"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"

display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 38 Report

import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna

# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 125 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 120 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect

# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs

this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])]) 

Table 1: Per-Night RTP Summary Info For This Atenna

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 38, Node 3:

JDs	A Priori Status	Auto Metrics Flags	Dead Fraction in Ant Metrics (Jee)	Dead Fraction in Ant Metrics (Jnn)	Crossed Fraction in Ant Metrics	Flag Fraction Before Redcal	Flagged By Redcal chi^2 Fraction	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	Average Dead Ant Metric (Jee)	Average Dead Ant Metric (Jnn)	Average Crossed Ant Metric	Median chi^2 Per Antenna (Jee)	Median chi^2 Per Antenna (Jnn)
2459594	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	1.147978	11.674861	-0.222314	80.330648	-0.302077	26.809370	-0.364288	31.697389	0.0784	0.0391	0.0414	1.272409	1.208583
2459593	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	1.008172	17.889020	-0.455528	85.183851	0.477565	37.994851	-0.886903	11.914796	0.0848	0.0398	0.0488	1.234490	1.178251
2459592	RF_maintenance	100.00%	100.00%	100.00%	0.00%	-	-	33.927005	35.864065	inf	inf	17.655985	16.282759	52.692050	50.269978	nan	nan	nan	nan	nan
2459591	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.832574	21.738153	0.055427	98.884846	0.218015	32.424737	-0.556639	2.321310	0.0909	0.0408	0.0523	1.270136	1.209563
2459590	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	1.253401	24.955470	0.182189	92.189565	-0.510154	35.320190	-0.058347	4.233736	0.0944	0.0405	0.0489	1.250875	1.188669
2459589	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.915217	22.597576	0.181941	85.466812	-0.055057	22.268277	-0.780621	17.476694	0.0755	0.0398	0.0427	1.248089	1.194050
2459588	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	213.187326	212.689576	inf	inf	21.791161	23.197043	49.850488	21.978536	nan	nan	nan	0.000000	0.000000
2459587	RF_maintenance	100.00%	-	-	-	100.00%	0.00%	1.131565	22.898044	0.018380	139.229609	-1.594851	8.049393	-4.675000	12.288070	nan	nan	nan	0.000000	0.000000
2459586	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-0.582646	19.561032	-0.614458	32.149651	0.449389	11.529763	0.769556	6.582852	0.0738	0.0395	0.0455	1.229164	1.182482
2459585	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-0.675374	25.321459	-0.731316	10.682176	-0.650182	10.180746	1.173283	4.197963	0.0305	0.0297	0.0005	0.000000	0.000000
2459584	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.657178	26.477828	1.278383	114.748355	-0.344045	17.607418	-0.509729	9.621498	0.0754	0.0346	0.0398	-0.000000	0.000000
2459583	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-0.187465	19.765878	-0.219833	35.350425	-0.394143	23.537437	-0.186668	0.340664	0.0801	0.0394	0.0457	1.258748	1.217353
2459582	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	292.146854	295.864302	inf	inf	11587.167518	11467.868540	6080.458328	6078.503410	nan	nan	nan	0.000000	0.000000
2459581	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.686415	23.864224	-0.806450	36.250027	-0.414233	23.114707	0.063545	0.704096	0.0731	0.0363	0.0424	1.216688	1.183916
2459580	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	nan	nan	inf	inf	nan	nan	nan	nan	nan	nan	nan	0.000000	0.000000
2459579	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.178033	17.996268	0.094824	42.175072	-0.456476	27.409800	-0.412743	2.138449	0.0723	0.0359	0.0432	1.203054	1.169209
2459578	RF_maintenance	0.00%	100.00%	100.00%	0.00%	-	-	-0.188461	1.576716	-0.746861	2.502810	1.023760	1.051333	-0.850963	2.785559	0.0290	0.0290	-0.0003	nan	nan
2459577	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.666178	23.207835	-0.674590	33.895284	0.128639	24.939670	-0.421366	0.654565	0.0694	0.0357	0.0216	1.204514	1.168738
2459576	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.402715	17.838912	-0.651816	27.205534	-0.188852	21.996862	-0.128024	1.413660	0.0809	0.0366	0.0455	1.211769	1.173407
2459575	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.059738	18.382556	-0.547645	26.980503	-1.192292	17.170215	-0.729555	6.109345	0.0726	0.0375	0.0424	0.000000	0.000000
2459574	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-0.116003	16.874944	-0.723265	25.840910	0.804017	24.267690	-0.856398	0.882937	0.0681	0.0356	0.0442	1.244902	1.212104
2459573	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.239570	17.587804	0.199389	44.416708	-0.609555	28.427541	0.146197	1.775954	0.0710	0.0359	0.0416	23.143465	1.302423
2459572	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.010820	17.650277	-0.460140	25.994939	-0.388426	18.040121	1.308095	3.162016	0.0804	0.0366	0.0459	1.290299	1.252097
2459571	RF_maintenance	0.00%	100.00%	100.00%	0.00%	-	-	0.037774	1.240761	-0.675370	2.574527	-0.143722	1.107643	-0.966758	2.877154	0.0286	0.0283	0.0000	nan	nan
2459570	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	nan	nan	inf	inf	nan	nan	nan	nan	nan	nan	nan	0.000000	0.000000
2459569	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.176267	20.907562	-0.592455	33.737924	-0.448643	10.559581	-0.791185	8.954301	0.0813	0.0416	0.0430	1.257989	1.209127
2459566	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.216822	16.883886	-0.230295	33.702671	-0.445347	21.741761	-0.909121	0.035612	0.0666	0.0343	0.0436	9.545543	1.263788
2459565	RF_maintenance	0.00%	-	-	-	100.00%	0.00%	-1.261715	-1.261715	-1.175854	-1.175854	-0.877508	-0.877508	-0.954097	-0.954097	nan	nan	nan	0.000000	0.000000
2459564	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.543498	15.822900	0.265639	35.830120	1.486976	2.410125	-0.069520	0.937744	0.0803	0.0366	0.0487	1.213135	1.177262
2459563	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.116458	17.868622	0.702067	68.334335	-0.350356	22.457530	-0.422861	2.042976	0.0838	0.0383	0.0509	0.000000	0.000000
2459562	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.101401	11.031218	-0.648680	17.623613	0.452455	2.791713	-0.211469	0.912738	0.0802	0.0357	0.0494	1.245944	1.207062
2459561	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.107491	11.786868	-0.818140	16.778239	-0.009308	3.006438	-0.463645	1.432710	0.0759	0.0361	0.0367	1.262129	1.219634
2459560	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.306005	10.652512	-0.563152	17.022474	0.117593	3.082591	-0.250500	0.837997	0.0717	0.0370	0.0465	1.242914	1.209928
2459559	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.241807	13.814555	-0.605507	18.679571	-0.265408	3.440174	-0.102238	1.180751	0.0727	0.0345	0.0427	1.203536	1.170188
2459558	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.236410	18.119851	0.254319	35.707108	-0.611017	23.430567	-0.433174	1.729016	0.0805	0.0380	0.0468	1.213879	1.173690
2459557	RF_maintenance	-	100.00%	100.00%	0.00%	-	-	nan	nan	nan	nan	nan	nan	nan	nan	0.0297	0.0292	-0.0000	nan	nan
2459556	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.547507	18.551748	0.184662	38.684097	-0.475736	21.110668	-0.475437	3.885104	0.0793	0.0359	0.0350	1.204940	1.165902
2459554	RF_maintenance	-	100.00%	100.00%	0.00%	-	-	nan	nan	nan	nan	nan	nan	nan	nan	0.0779	0.0355	0.0463	nan	nan
2459553	RF_maintenance	-	100.00%	100.00%	0.00%	-	-	nan	nan	nan	nan	nan	nan	nan	nan	0.0667	0.0342	0.0311	nan	nan
2459552	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	2.776642	21.986556	0.345120	51.029122	0.119091	32.207059	-0.652583	3.280372	0.0690	0.0342	0.0407	14.132595	1.166275
2459551	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	1.235065	10.699066	-0.800570	20.718288	-0.525420	4.308994	0.343365	1.376324	0.0820	0.0368	0.0477	1.209619	1.172958
2459550	RF_maintenance	-	100.00%	100.00%	0.00%	-	-	nan	nan	nan	nan	nan	nan	nan	nan	0.0353	0.0359	-0.0002	nan	nan
2459549	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	2.006069	16.339811	-0.241282	38.533957	-0.342177	23.017888	-0.223333	1.470696	0.0743	0.0362	0.0447	1.169713	1.131817
2459542	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	3.159675	23.312575	0.229579	78.108639	-0.611349	1.890930	-0.658181	1.500005	0.0943	0.0377	0.0498	1.204242	1.164082
2459541	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	2.868329	11.169839	0.259881	39.154646	-0.227870	236.910306	-0.607767	8.075770	0.0868	0.0386	0.0503	1.193694	1.150663
2459540	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-0.069354	16.037457	-1.003380	17.767589	-0.413191	5.218002	-0.680812	1.012843	0.0864	0.0361	0.0516	1.229990	1.186069
2459536	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.946113	26.574798	0.152742	66.389856	0.425719	31.704975	-0.616364	2.715274	0.0735	0.0345	0.0470	1.226507	1.187659
2459535	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.029739	12.923925	-0.755480	16.307338	-0.169838	5.420174	-0.297159	0.530073	0.1110	0.0393	0.0546	1.201361	1.152356
2459534	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.040278	13.096257	-0.731004	15.086494	0.943764	3.869467	-0.108160	0.146099	0.0910	0.0364	0.0483	1.175689	1.132735
2459533	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.031114	19.819940	0.357361	36.171961	-0.313988	20.806253	-0.559298	1.852895	0.0795	0.0344	0.0457	1.192621	1.157349
2459532	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.112156	22.964678	0.564168	49.039313	-0.589622	25.524671	0.290455	1.071806	0.0783	0.0351	0.0440	1.171833	1.132751
2459530	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.045342	11.406421	-0.609193	15.331126	-0.107043	4.297543	0.028276	0.691674	0.1028	0.0377	0.0549	1.188581	1.144928
2459527	RF_maintenance	0.00%	-	-	-	100.00%	0.00%	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	0.000000	0.000000
2459524	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	1.005928	27.368395	0.242543	54.710050	0.845445	34.789366	-0.538161	0.695040	0.0628	0.0360	0.0397	0.000000	0.000000
2459523	RF_maintenance	100.00%	-	-	-	100.00%	0.00%	0.697085	22.782267	-0.768778	52.342567	28.433071	48.616705	15.129004	13.959231	nan	nan	nan	1.454895	1.410834
2459522	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.611098	23.671772	0.074268	53.069039	3.826720	23.488983	-0.495804	2.015770	0.0914	0.0385	0.0534	1.176562	1.146190
2459513	RF_maintenance	0.00%	100.00%	100.00%	0.00%	-	-	0.247592	1.757527	-0.718597	2.847992	1.744516	0.708847	-1.003630	2.260751	0.0322	0.0329	0.0007	nan	nan
2459508	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.132421	30.462875	-0.055318	51.563567	0.334580	15.537562	-0.705919	14.720663	0.9150	0.0674	0.4657	0.000000	0.000000
2459505	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	0.425624	29.657367	-0.186522	49.894873	1.936453	9.892161	-0.809290	1.905370	0.8891	0.0453	0.6281	13.228220	1.295628
2459503	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	0.448717	29.340325	-0.135831	84.335086	1.428562	33.218002	-0.096583	3.271368	0.8628	0.0445	0.6743	0.000000	0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.

html_to_display = ''
for am_html in auto_metric_htmls:
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line: 
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).

HTML(html_to_display)

Antenna 38: 2459651

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	89.239283	0.657238	37.949644	0.416546	89.239283	-0.398267	13.398475	0.087600	17.106976

---

Antenna 38: 2459650

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	77.686013	24.940649	0.619960	77.686013	-0.360479	24.365436	1.063097	21.590765	-0.689877

---

Antenna 38: 2459649

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	61.710968	0.280607	24.724984	-0.824641	61.710968	0.025278	29.897965	-0.045007	8.865979

---

Antenna 38: 2459648

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	ee Shape	nan	nan	nan	nan	nan	nan	nan	nan	nan

---

Antenna 38: 2459647

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	ee Power	1.351587	1.327846	1.327846	1.351587	1.351587	-0.390500	-0.390500	-0.218256	-0.218256

---

Antenna 38: 2459646

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	70.998435	4.831848	22.133977	-0.180004	70.998435	1.153657	26.852201	-0.254102	5.968012

---

Antenna 38: 2459645

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	76.637931	4.557362	22.899241	-0.147983	76.637931	1.013861	24.245280	0.166035	19.157323

---

Antenna 38: 2459642

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	ee Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 38: 2459640

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	74.303566	7.500339	25.802866	0.194840	74.303566	0.959979	29.707987	-0.273514	3.093832

---

Antenna 38: 2459639

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	70.739254	5.692530	20.439501	0.073141	70.739254	1.021023	25.772634	-0.247401	4.393600

---

Antenna 38: 2459638

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	73.054245	3.272573	10.659701	-0.292425	73.054245	-0.237649	25.049926	-0.800274	10.843922

---

Antenna 38: 2459637

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	84.391839	2.006265	20.982541	-0.595256	84.391839	-0.310114	31.723581	-0.680537	3.705254

---

Antenna 38: 2459636

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	81.807206	2.318014	21.258861	-0.489750	81.807206	-0.707631	25.022362	-1.046352	1.009526

---

Antenna 38: 2459635

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	78.387388	23.046819	2.204653	78.387388	-0.673073	32.854232	-0.130934	1.625200	-0.362209

---

Antenna 38: 2459634

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	ee Power	152134.221319	9.923556	-0.677046	152134.221319	-0.677146	8.344040	-0.675303	8.333664	-0.675228

---

Antenna 38: 2459633

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	90.656401	1.843771	24.639606	-0.608960	90.656401	-0.581026	40.048787	-0.544905	4.490836

---

Antenna 38: 2459632

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	76.849067	1.742901	24.899807	-0.408242	76.849067	-0.554977	26.337656	-0.177703	2.292271

---

Antenna 38: 2459631

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	85.433482	29.701869	2.453834	85.433482	-0.161941	33.576338	-0.192762	4.516946	-0.514015

---

Antenna 38: 2459630

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	76.262922	2.733822	33.010445	-0.429975	76.262922	-0.701457	43.148352	-0.463078	5.895512

---

Antenna 38: 2459629

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	87.137549	2.459949	29.269170	-0.157059	87.137549	-0.130910	34.295377	-0.665563	5.972863

---

Antenna 38: 2459628

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	70.732023	23.733545	1.872281	70.732023	-0.592464	29.929054	-0.357659	5.387965	-0.338912

---

Antenna 38: 2459627

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	ee Temporal Variability	-0.674330	-0.675897	-0.675897	-0.675710	-0.675710	-0.674330	-0.674330	-0.674334	-0.674334

---

Antenna 38: 2459626

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	65.936976	24.005897	1.262748	65.936976	-0.803785	34.307077	0.152403	8.583142	-0.082519

---

Antenna 38: 2459625

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	72.587195	1.650633	24.002401	-0.523281	72.587195	-0.251872	37.916017	-0.650785	2.493844

---

Antenna 38: 2459624

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 38: 2459623

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	ee Shape	nan	nan	nan	nan	nan	nan	nan	nan	nan

---

Antenna 38: 2459622

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	126.868660	25.842176	6.229810	126.868660	0.948360	23.862383	7.579841	1.640693	-1.468712

---

Antenna 38: 2459621

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	40.606716	26.288060	6.010783	40.606716	33.192086	nan	nan	-19.102210	-19.669172

---

Antenna 38: 2459620

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	26.505509	13.144735	-0.776277	26.505509	15.237347	1.489967	0.404408	3.536699	-1.189484

---

Antenna 38: 2459619

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	73.668514	21.472095	4.313858	73.668514	-0.338605	38.321751	0.789223	1.757735	-0.929101

---

Antenna 38: 2459618

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	81.349405	26.068312	4.327041	81.349405	-0.293736	38.456484	-0.387736	5.144835	-0.286988

---

Antenna 38: 2459617

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	72.374387	3.058061	21.442868	-0.389320	72.374387	0.042098	39.287448	0.200296	7.551985

---

Antenna 38: 2459616

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	110.726188	22.880695	4.834549	110.726188	0.066317	44.084921	0.415543	3.160155	-0.111884

---

Antenna 38: 2459615

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	69.863575	4.895900	25.405721	-0.282065	69.863575	0.084514	30.557908	-0.486845	3.360571

---

Antenna 38: 2459614

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	76.809379	4.573158	26.278461	-0.437361	76.809379	0.303158	29.727989	-0.096726	3.370245

---

Antenna 38: 2459613

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	ee Shape	nan	nan	nan	nan	nan	nan	nan	nan	nan

---

Antenna 38: 2459612

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	78.603883	1.616327	17.805018	-0.697052	78.603883	0.451774	51.041003	1.302570	38.065520

---

Antenna 38: 2459611

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	56.121951	3.557413	21.465831	-0.512350	56.121951	0.185221	31.112113	-0.220158	9.480538

---

Antenna 38: 2459610

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	72.883478	3.506960	24.369321	-0.357515	72.883478	0.177562	34.335803	-0.264935	22.339667

---

Antenna 38: 2459609

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	90.388396	26.449626	3.865948	90.388396	-0.368168	31.219755	0.553154	16.237580	-0.318710

---

Antenna 38: 2459608

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	103.755569	21.710131	3.485490	103.755569	-0.289259	36.753891	0.502089	6.479992	-0.422204

---

Antenna 38: 2459607

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Temporal Variability	38.698741	11.906978	3.555761	24.566182	-0.303833	38.698741	-0.426290	-1.377257	-0.371269

---

Antenna 38: 2459605

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	ee Temporal Discontinuties	1.729879	0.947214	-0.647134	-0.091156	-0.738633	0.268294	-0.751678	1.729879	0.097087

---

Antenna 38: 2459604

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	87.577118	3.740953	25.145795	-0.045810	87.577118	1.072670	44.492273	-0.047594	20.531014

---

Antenna 38: 2459603

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	ee Power	inf	402.106063	1022.194725	inf	inf	7430.711904	-18796.230018	4450.843214	-10659.019364

---

Antenna 38: 2459602

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	105.574561	22.609035	0.689597	105.574561	-0.327390	26.144860	0.063799	12.379773	-0.181306

---

Antenna 38: 2459598

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	82.650983	0.727182	21.555424	-0.313414	82.650983	0.220363	36.513113	-0.430446	6.164944

---

Antenna 38: 2459597

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	92.879055	21.368464	0.664486	92.879055	-0.408831	30.407025	-0.253796	10.295514	0.259785

---

Antenna 38: 2459596

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	inf	313.713675	307.516519	inf	inf	53.192068	32.226809	527.291713	142.079026

---

Antenna 38: 2459595

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	87.304418	33.930232	0.803186	87.304418	0.322909	15.819551	-0.153070	25.665135	0.015826

---

Antenna 38: 2459594

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	80.330648	1.147978	11.674861	-0.222314	80.330648	-0.302077	26.809370	-0.364288	31.697389

---

Antenna 38: 2459593

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	85.183851	1.008172	17.889020	-0.455528	85.183851	0.477565	37.994851	-0.886903	11.914796

---

Antenna 38: 2459592

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	inf	35.864065	33.927005	inf	inf	16.282759	17.655985	50.269978	52.692050

---

Antenna 38: 2459591

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	98.884846	21.738153	0.832574	98.884846	0.055427	32.424737	0.218015	2.321310	-0.556639

---

Antenna 38: 2459590

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	92.189565	1.253401	24.955470	0.182189	92.189565	-0.510154	35.320190	-0.058347	4.233736

---

Antenna 38: 2459589

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	85.466812	22.597576	0.915217	85.466812	0.181941	22.268277	-0.055057	17.476694	-0.780621

---

Antenna 38: 2459588

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	ee Power	inf	213.187326	212.689576	inf	inf	21.791161	23.197043	49.850488	21.978536

---

Antenna 38: 2459587

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	139.229609	22.898044	1.131565	139.229609	0.018380	8.049393	-1.594851	12.288070	-4.675000

---

Antenna 38: 2459586

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	32.149651	-0.582646	19.561032	-0.614458	32.149651	0.449389	11.529763	0.769556	6.582852

---

Antenna 38: 2459585

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Shape	25.321459	-0.675374	25.321459	-0.731316	10.682176	-0.650182	10.180746	1.173283	4.197963

---

Antenna 38: 2459584

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	114.748355	0.657178	26.477828	1.278383	114.748355	-0.344045	17.607418	-0.509729	9.621498

---

Antenna 38: 2459583

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	35.350425	-0.187465	19.765878	-0.219833	35.350425	-0.394143	23.537437	-0.186668	0.340664

---

Antenna 38: 2459582

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	inf	295.864302	292.146854	inf	inf	11467.868540	11587.167518	6078.503410	6080.458328

---

Antenna 38: 2459581

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	36.250027	0.686415	23.864224	-0.806450	36.250027	-0.414233	23.114707	0.063545	0.704096

---

Antenna 38: 2459580

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 38: 2459579

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	42.175072	0.178033	17.996268	0.094824	42.175072	-0.456476	27.409800	-0.412743	2.138449

---

Antenna 38: 2459578

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Temporal Discontinuties	2.785559	-0.188461	1.576716	-0.746861	2.502810	1.023760	1.051333	-0.850963	2.785559

---

Antenna 38: 2459577

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	33.895284	23.207835	0.666178	33.895284	-0.674590	24.939670	0.128639	0.654565	-0.421366

---

Antenna 38: 2459576

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	27.205534	17.838912	0.402715	27.205534	-0.651816	21.996862	-0.188852	1.413660	-0.128024

---

Antenna 38: 2459575

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	26.980503	18.382556	0.059738	26.980503	-0.547645	17.170215	-1.192292	6.109345	-0.729555

---

Antenna 38: 2459574

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	25.840910	-0.116003	16.874944	-0.723265	25.840910	0.804017	24.267690	-0.856398	0.882937

---

Antenna 38: 2459573

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	44.416708	17.587804	0.239570	44.416708	0.199389	28.427541	-0.609555	1.775954	0.146197

---

Antenna 38: 2459572

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	25.994939	17.650277	0.010820	25.994939	-0.460140	18.040121	-0.388426	3.162016	1.308095

---

Antenna 38: 2459571

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Temporal Discontinuties	2.877154	1.240761	0.037774	2.574527	-0.675370	1.107643	-0.143722	2.877154	-0.966758

---

Antenna 38: 2459570

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	ee Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 38: 2459569

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	33.737924	20.907562	0.176267	33.737924	-0.592455	10.559581	-0.448643	8.954301	-0.791185

---

Antenna 38: 2459566

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	33.702671	16.883886	0.216822	33.702671	-0.230295	21.741761	-0.445347	0.035612	-0.909121

---

Antenna 38: 2459565

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Temporal Variability	-0.877508	-1.261715	-1.261715	-1.175854	-1.175854	-0.877508	-0.877508	-0.954097	-0.954097

---

Antenna 38: 2459564

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	35.830120	0.543498	15.822900	0.265639	35.830120	1.486976	2.410125	-0.069520	0.937744

---

Antenna 38: 2459563

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	68.334335	0.116458	17.868622	0.702067	68.334335	-0.350356	22.457530	-0.422861	2.042976

---

Antenna 38: 2459562

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	17.623613	0.101401	11.031218	-0.648680	17.623613	0.452455	2.791713	-0.211469	0.912738

---

Antenna 38: 2459561

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	16.778239	0.107491	11.786868	-0.818140	16.778239	-0.009308	3.006438	-0.463645	1.432710

---

Antenna 38: 2459560

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	17.022474	0.306005	10.652512	-0.563152	17.022474	0.117593	3.082591	-0.250500	0.837997

---

Antenna 38: 2459559

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	18.679571	0.241807	13.814555	-0.605507	18.679571	-0.265408	3.440174	-0.102238	1.180751

---

Antenna 38: 2459558

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	35.707108	18.119851	0.236410	35.707108	0.254319	23.430567	-0.611017	1.729016	-0.433174

---

Antenna 38: 2459556

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	38.684097	18.551748	0.547507	38.684097	0.184662	21.110668	-0.475736	3.885104	-0.475437

---

Antenna 38: 2459552

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	51.029122	21.986556	2.776642	51.029122	0.345120	32.207059	0.119091	3.280372	-0.652583

---

Antenna 38: 2459551

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	20.718288	10.699066	1.235065	20.718288	-0.800570	4.308994	-0.525420	1.376324	0.343365

---

Antenna 38: 2459549

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	38.533957	2.006069	16.339811	-0.241282	38.533957	-0.342177	23.017888	-0.223333	1.470696

---

Antenna 38: 2459542

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	78.108639	23.312575	3.159675	78.108639	0.229579	1.890930	-0.611349	1.500005	-0.658181

---

Antenna 38: 2459541

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Temporal Variability	236.910306	11.169839	2.868329	39.154646	0.259881	236.910306	-0.227870	8.075770	-0.607767

---

Antenna 38: 2459540

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	17.767589	16.037457	-0.069354	17.767589	-1.003380	5.218002	-0.413191	1.012843	-0.680812

---

Antenna 38: 2459536

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	66.389856	26.574798	0.946113	66.389856	0.152742	31.704975	0.425719	2.715274	-0.616364

---

Antenna 38: 2459535

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	16.307338	0.029739	12.923925	-0.755480	16.307338	-0.169838	5.420174	-0.297159	0.530073

---

Antenna 38: 2459534

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	15.086494	13.096257	0.040278	15.086494	-0.731004	3.869467	0.943764	0.146099	-0.108160

---

Antenna 38: 2459533

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	36.171961	0.031114	19.819940	0.357361	36.171961	-0.313988	20.806253	-0.559298	1.852895

---

Antenna 38: 2459532

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	49.039313	0.112156	22.964678	0.564168	49.039313	-0.589622	25.524671	0.290455	1.071806

---

Antenna 38: 2459530

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	15.331126	11.406421	0.045342	15.331126	-0.609193	4.297543	-0.107043	0.691674	0.028276

---

Antenna 38: 2459527

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Shape	nan	nan	nan	nan	nan	nan	nan	nan	nan

---

Antenna 38: 2459524

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	54.710050	1.005928	27.368395	0.242543	54.710050	0.845445	34.789366	-0.538161	0.695040

---

Antenna 38: 2459523

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	52.342567	0.697085	22.782267	-0.768778	52.342567	28.433071	48.616705	15.129004	13.959231

---

Antenna 38: 2459522

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	53.069039	23.671772	0.611098	53.069039	0.074268	23.488983	3.826720	2.015770	-0.495804

---

Antenna 38: 2459513

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	2.847992	1.757527	0.247592	2.847992	-0.718597	0.708847	1.744516	2.260751	-1.003630

---

Antenna 38: 2459508

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	51.563567	30.462875	-0.132421	51.563567	-0.055318	15.537562	0.334580	14.720663	-0.705919

---

Antenna 38: 2459506

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	74.200817	0.144246	29.993936	-0.312055	74.200817	0.900207	22.452423	0.515079	9.576320

---

Antenna 38: 2459505

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	49.894873	29.657367	0.425624	49.894873	-0.186522	9.892161	1.936453	1.905370	-0.809290

---

Antenna 38: 2459503

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
38	3	RF_maintenance	nn Power	84.335086	0.448717	29.340325	-0.135831	84.335086	1.428562	33.218002	-0.096583	3.271368

---